PWMs: Probability weighted moments

In TLMoments: Calculate TL-Moments and Convert Them to Distribution Parameters

Probability weighted moments

Description

Calculates probability weighted moments up to a specific order. Note that PWMs start with order 0. Acceptable input types are numeric vectors, matrices, lists, and data.frames.

Usage

PWMs(x, ...)

## S3 method for class 'numeric'
PWMs(x, max.order = 4L, na.rm = FALSE, ...)

## S3 method for class 'matrix'
PWMs(x, max.order = 4L, na.rm = FALSE, ...)

## S3 method for class 'list'
PWMs(x, max.order = 4L, na.rm = FALSE, ...)

## S3 method for class 'data.frame'
PWMs(x, formula, max.order = 4L, na.rm = FALSE, ...)

## S3 method for class 'TLMoments'
PWMs(x, ...)

Arguments

x	numeric vector or matrix, list, or data.frame of data OR an object of TLMoments.
...	additional arguments.
max.order	integer, maximal order of PWMs.
na.rm	logical, indicates if NAs should be removed.
formula	if x is of type data.frame a formula has to be submitted.

Value

numeric vector, matrix, list, or data.frame consisting of the PWMs and with class PWMs. The object contains the following attributes:

• order: a integer vector with corresponding PWM orders

• source: a list with background information (used function, data, n, formula; mainly for internal purposes)

The attributes are hidden in the print-function for a clearer presentation.

References

Greenwood, J. A., Landwehr, J. M., Matalas, N. C., & Wallis, J. R. (1979). Probability weighted moments: definition and relation to parameters of several distributions expressable in inverse form. Water Resources Research, 15(5), 1049-1054.

Examples

# Generating data sets:
xmat <- matrix(rnorm(100), nc = 4)
xvec <- xmat[, 3]
xlist <- lapply(1L:ncol(xmat), function(i) xmat[, i])
xdat <- data.frame(
 station = rep(letters[1:2], each = 50),
 season = rep(c("S", "W"), 50),
 hq = as.vector(xmat)
)

# Calculating PWMs from data:
PWMs(xvec)
PWMs(xmat)
PWMs(xlist)
PWMs(xdat, formula = hq ~ station)
PWMs(xdat, formula = hq ~ season)
PWMs(xdat, formula = hq ~ .)
PWMs(xdat, formula = . ~ station + season)

# Calculating PWMs from L-moments:
PWMs(TLMoments(xvec))
PWMs(TLMoments(xmat))
PWMs(TLMoments(xlist))
PWMs(TLMoments(xdat, hq ~ station))
PWMs(TLMoments(xdat, hq ~ season))
PWMs(TLMoments(xdat, hq ~ .))
PWMs(TLMoments(xdat, . ~ station + season))

# In data.frame-mode invalid names are preceded by "."
xdat <- data.frame(
 beta0 = rep(letters[1:2], each = 50),
 beta1 = as.vector(xmat)
)
PWMs(xdat, formula = beta1 ~ beta0)

TLMoments documentation built on March 27, 2022, 5:07 p.m.